{
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  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import random\n",
    "import mindspore\n",
    "import mindspore.ops as ops\n",
    "from mindspore import Tensor\n",
    "from d2l import mindspore as d2l\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def synthetic_data(w, b, num_examples):  #@save\n",
    "    \"\"\"生成y=Xw+b+噪声\"\"\"\n",
    "    X = ops.normal((num_examples, len(w)), Tensor(0, mindspore.int32), Tensor(1, mindspore.int32))\n",
    "    y = ops.matmul(X, w) + b\n",
    "    y += ops.normal(y.shape, Tensor(0, mindspore.int32), Tensor(0.01, mindspore.float32))\n",
    "    return X, y.reshape((-1, 1))\n",
    "\n",
    "true_w = mindspore.Tensor([2, -3.4])\n",
    "true_b = 4.2\n",
    "features, labels = synthetic_data(true_w, true_b, 1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "features: [ 0.38652942 -0.73049617] \n",
      "label: [7.455265]\n"
     ]
    }
   ],
   "source": [
    "print('features:', features[0],'\\nlabel:', labels[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
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   ],
   "source": [
    "d2l.set_figsize()\n",
    "d2l.plt.scatter(features[:, (1)].asnumpy(), labels.asnumpy(), 1);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def data_iter(batch_size, features, labels):\n",
    "    num_examples = len(features)\n",
    "    indices = list(range(num_examples))\n",
    "    # 这些样本是随机读取的，没有特定的顺序\n",
    "    random.shuffle(indices)\n",
    "    for i in range(0, num_examples, batch_size):\n",
    "        batch_indices = Tensor(\n",
    "            indices[i: min(i + batch_size, num_examples)])\n",
    "        yield features[batch_indices], labels[batch_indices]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-0.54448646 -1.952117  ]\n",
      " [-0.33652925  0.8121438 ]\n",
      " [ 0.8297916   1.3013457 ]\n",
      " [ 2.2724445   0.42148796]\n",
      " [-1.3854086  -0.20155674]\n",
      " [-1.1028225   0.31749418]\n",
      " [ 0.5637778   0.04631535]\n",
      " [ 0.88368213  0.22705936]\n",
      " [ 1.5013051  -0.5921145 ]\n",
      " [-1.2514561  -0.14155853]] \n",
      " [[9.748452  ]\n",
      " [0.75043386]\n",
      " [1.4231086 ]\n",
      " [7.320481  ]\n",
      " [2.114023  ]\n",
      " [0.9228111 ]\n",
      " [5.1760674 ]\n",
      " [5.191453  ]\n",
      " [9.209715  ]\n",
      " [2.1723204 ]]\n"
     ]
    }
   ],
   "source": [
    "batch_size = 10\n",
    "\n",
    "for X, y in data_iter(batch_size, features, labels):\n",
    "    print(X, '\\n', y)\n",
    "    break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "MindSpore的静态图思路是将整个模型视作一个完整的计算图，即模型、Loss、优化器均需要作为计算图的一部分。这与Pytorch的使用习惯有些不符。接下来将通过线性回归的例子来体现："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 模型参数的初始化将在后续封装的模型内实现\n",
    "\n",
    "import mindspore.nn as nn\n",
    "from mindspore import Parameter\n",
    "from mindspore.common.initializer import initializer, Zero, Normal\n",
    "from mindspore import grad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def linreg(x, w, b):\n",
    "    return ops.matmul(x, w) + b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def squared_loss(y_hat, y):  #@save\n",
    "    \"\"\"均方损失\"\"\"\n",
    "    return (y_hat - y.reshape(y_hat.shape)) ** 2 / 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "class sgd(nn.Cell):\n",
    "    def __init__(self, lr, batch_size, params):\n",
    "        super().__init__()\n",
    "        self.lr = lr\n",
    "        self.batch_size = batch_size\n",
    "        self.params = params\n",
    "        \n",
    "    def construct(self, grads):\n",
    "        for idx in range(len(self.params)):\n",
    "            ops.assign(self.params[idx], self.params[idx] - self.lr * grads[idx] / self.batch_size)\n",
    "        return True"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "按照上面的叙述，需要将模型和loss连接\n",
    "\n",
    "定义模型，定义模型的参数，模型的输入输出。这里需要用到nn.Cell，因为只有这样才能够使编译器识别编译为计算图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Net(nn.Cell):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        self.w = Parameter(initializer(Normal(0.01, 0), (2, 1), mindspore.float32))\n",
    "        self.b = Parameter(initializer(Zero(), 1, mindspore.float32))\n",
    "        \n",
    "    def construct(self, x, y):\n",
    "        y_hat = linreg(x, self.w, self.b)\n",
    "        loss = squared_loss(y_hat, y)\n",
    "        return loss"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "训练过程。其实包括三步，分别为：\n",
    "\n",
    "     1.计算正向结果\n",
    "     2.计算反向梯度\n",
    "     3.更新权重\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch 1, loss 0.035895\n",
      "epoch 2, loss 0.000129\n",
      "epoch 3, loss 0.000048\n"
     ]
    }
   ],
   "source": [
    "lr = 0.03\n",
    "num_epochs = 3\n",
    "net = Net()\n",
    "optim = sgd(lr, batch_size, net.trainable_params())\n",
    "\n",
    "for epoch in range(num_epochs):\n",
    "    for X, y in data_iter(batch_size, features, labels):\n",
    "        # 计算反向梯度\n",
    "        grad_fn = mindspore.value_and_grad(net, grad_position=None, weights=optim.params)\n",
    "        loss, grads = grad_fn(X, y)\n",
    "        # 更新权重\n",
    "        optim(grads)\n",
    "    train_l = net(features, labels)\n",
    "    print(f'epoch {epoch + 1}, loss {float(train_l.mean().asnumpy()):f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "w的估计误差: [-0.0002172   0.00028515]\n",
      "b的估计误差: [0.00030804]\n"
     ]
    }
   ],
   "source": [
    "print(f'w的估计误差: {true_w - net.trainable_params()[0].reshape(true_w.shape)}')\n",
    "print(f'b的估计误差: {true_b - net.trainable_params()[1]}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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